// Strategy / SDC

SPX Defensive Carry

SPX option premium harvesting with delta and vega hedging — designed for capital preservation under a hard -10% stop-loss mandate.Current regime: Feb 2 – Oct 5, 2026
Total return
10.0%
S&P 500: 11.4%
Sharpe
4.43
S&P 500: 1.27
Max drawdown
-2.0%
S&P 500: -9.1%
Annualized vol
3.1%
S&P 500: 13.4%
// Thesis

Risk is the product

01

Structural return source

Sell SPX option protection and collect premium rather than forecast the next market move.

02

Risk is the product

Delta and vega hedging reduce exposure to market direction and volatility repricing.

03

Hard drawdown discipline

The strategy is managed for a -10% stop-loss mandate; realized current-regime max drawdown is -2.0%.

SDC seeks not to beat the S&P by taking more beta, but to preserve drawdown budget while compounding option premium.

// Track record

The observed curve

Current regime cumulative return—SDC—S&P 500
-10%-8%-6%-4%-2%0%2%4%6%8%10%12%02-0202-2703-2704-2305-2106-2607-2308-2009-1610-05trough -9.1%max DD -2.0pt+10.0%+11.4%
Current regime CAGR
15.3%
annualized from observed track record
Sharpe multiple
3.5×
SDC vs S&P 500
Drawdown reduction
78%
vs S&P 500

The return gap is modest; the risk gap is large.

This curve is SPX Defensive Carry — a hedged option-premium strategy managed to a hard stop-loss.

View the strategy →
Volatility reduction
77%
3.12% vs 13.43%
Drawdown reduction
78%
2.01% vs 9.07%
Sharpe multiple
3.5×
4.43 vs 1.27
Calmar multiple
3.9×
7.61 vs 1.93
// Stop-loss

A -10% mandate changes the benchmark

Downside measureSDCS&P 500
Max drawdown-2.0%-9.1%
Worst day-1.2%-2.6%
95% CVaR-0.5%-1.7%
99% CVaR-1.0%-2.2%
Distance to the -10% stop8.0 pts0.9 pts

A stop-loss rule is path-dependent. A strategy that avoids deep drawdowns can remain invested while a higher-beta alternative is forced to liquidate before the rebound — and re-entry then becomes a market-timing decision.

// Edge

Why the premium exists

Market timing is fragile

Directional timing requires being right twice — on entry and on exit — and missing a few major up days can materially damage long-run returns.

Protection has a persistent buyer

Investors pay for downside insurance through put options. Selling that protection monetizes the premium paid for risk transfer — provided tail risk is actively controlled.

Trade the second moment

Rather than forecast the first moment of price direction, the strategy focuses on volatility behavior: volatility clustering and implied-versus-realized pricing.

// Volatility risk premium
4.2%
premium
19.3% implied
15.1% realized

Historical example: implied volatility above realized volatility is the economic reason premium exists to be harvested.

CBOE PUT index, 1986–2018CBOE PUTS&P 500
Compound return9.54%9.80%
Standard deviation9.95%14.93%
Sharpe ratio0.650.49
Max drawdown-32.7%-18.9%

Put-writing validates the premium concept — but not the risk budget. The long-run PUT index matched the S&P's compound return with lower volatility and a higher Sharpe, yet its drawdown was more than three times the -10% mandate. Premium harvesting alone is not investable under a stop-loss.

// Architecture

Return engine, separate risk engine

1

Sell SPX option premium

Harvest compensation paid for financial insurance.

2

Delta hedge

Reduce first-order directional exposure to SPX.

3

Vega hedge

Reduce sensitivity to large implied-volatility repricing.

4

Dynamic sizing

Scale exposures to the risk budget and current conditions.

5

Hard stop-loss

A portfolio-level -10% mandate limits unacceptable path risk.

2023
Pilot / experimental
Initial option framework
2024
Iteration
Risk rules refined
2025
Development
Execution and structure improved
2026-02-01
Mature regime
Delta and vega hedging added
Experimental vs matureExperimental Jan 2023 – Jan 2026Mature since Feb 2026
Sharpe1.54.4
Sortino1.86.3
Calmar1.37.6
Volatility5.1%3.1%
Max drawdown-6.3%-2.0%
95% CVaR-0.9%-0.5%

Sharpe increased 3.0× while max drawdown fell 68%. The change described by the manager is the addition of delta and vega hedging.

// Statistics

Current-regime measures

Current-regime statisticSDCS&P 500
Total return10.0%11.4%
CAGR15.3%17.5%
Annualized volatility3.1%13.4%
Sharpe4.431.27
Sortino6.291.94
Calmar7.611.93
Downside deviation2.2%8.8%
Worst day-1.2%-2.6%
95% CVaR-0.5%-1.7%
99% CVaR-1.0%-2.2%
Positive days72.6%50.9%
Max drawdown-2.0%-9.1%
Market sensitivityValueReading
Beta vs S&P 500-0.03Little directional equity exposure
Correlation-0.14Supports diversification
R-squared2.1%S&P explains almost none of SDC variance
Annualized alpha14.9%0% risk-free assumption

Measured over 169 matched S&P trading intervals since 2026-02-02. These are realized statistics over a short sample and may vary materially in future periods.

// Context

Peers and full history

EntityPeriodReturn
Millennium2026 YTD through Sep8.1%
SPX Defensive Carry (SDC)Feb 2 – Oct 5, 202610.0%
Citadel Wellington2026 YTD through Sep13.4%
Bridgewater Pure Alpha2026 YTD through Sep18.4%
Graham Quant Macro2026 YTD through Sep21.9%
Graham Tactical Trend2026 YTD through Sep31.2%

Peer figures are publicly reported 2026 YTD returns, generally through Sep 30; periods and strategies differ and peer risk statistics were not available in the cited reports. SDC stands out by pairing its return with transparently low realized risk.

// Full history: Dec 30, 2022 – Oct 5, 2026
Full historySDCS&P 500
Total return39.3%102.5%
CAGR9.2%20.6%
Volatility4.9%14.7%
Sharpe1.781.36
Max drawdown-6.3%-18.9%

First S&P -10% breach: Oct 27, 2023. No -10% breach was observed for SDC.

2023–2025 are development and experimental history: they show the concept surviving several regimes while the system was still being built, not its final form.

// Capacity

SPX is deep

CategoryValueUnit
SPX Q1 2026 ADV4.9Mcontracts per day
March 2026 SPX ADV5.4Mrecord monthly average
Q1 index options ADV6.1Mcontracts per day
Q1 market-wide options ADV68.6Mcontracts per day

Deep listed liquidity supports execution, hedging and capacity far better than niche OTC or single-name strategies. Capacity still depends on strike and tenor mix, hedge turnover, market impact and stress conditions, so capital should scale in measured steps with live slippage monitoring.

// Data

Download the track-record workbook

Track-record workbook
sdc-track-record.xlsx
Download .xlsx
20230101-20261006
Daily SDC NAV and S&P 500 close — 985 observations from Dec 30, 2022 to Oct 6, 2026.
2026 Analysis Data
Current-regime daily returns, cumulative returns, running peak, drawdown and matched-interval columns.
2026 Performance Summary
Mature-regime statistics: Sharpe, Sortino, Calmar, Ulcer, VaR/CVaR, capture ratios, drawdown recovery.
Performance Summary / Analysis Data
The same measures for the full history, with adjustment notes.
2026 Drawdowns / Drawdown Episodes
Every episode with peak, trough and recovery dates, and days spent underwater.
2026 Monthly Returns / Calendar Returns
Monthly and calendar-year returns, volatility and drawdowns for both books.

Everything quoted on this page is reproducible from this workbook.

// Manager

Haksun Li, Ph.D.

// Quantitative trader / researcher / academic
  • Quantitative trader and analyst with multiple investment banks.
  • Worked in New York, Tokyo, London and Singapore.
  • Former vice dean of the Big Data Finance and Investment Institute, Fudan University.
  • Teaching roles at multiple universities.

Apply quantitative methods to a structural market risk premium while treating drawdown control as a first-class design constraint.

University of Chicago
B.S. and M.S. in pure and financial mathematics
University of Michigan, Ann Arbor
M.S. and Ph.D. in Artificial Intelligence
// Allocation

Who this is for

// Best fit
  • ✓Family offices prioritizing capital preservation
  • ✓Investors with hard drawdown or stop-loss limits
  • ✓Portfolios already carrying substantial equity beta
  • ✓Allocators seeking a diversifying absolute-return sleeve
// Due-diligence pack
  • Daily NAV with cash-flow reconciliation
  • Broker and custodian statements
  • Monthly risk report: drawdown, beta, delta, vega
  • Stress tests and position limits
  • Capacity and slippage monitoring
// Methodology

How these numbers were produced

  • The current regime is measured from 2026-02-02 to 2026-10-05 — the first and last observed reporting dates after delta and vega hedging were added.
  • The HK$2m capital injection on 2026-02-02 is excluded from SDC return calculations.
  • Adjusted SDC returns from 2025-05-30 to 2025-06-03 are excluded from full-history statistics because NAV/Total crossed zero, consistent with a capital-flow discontinuity.
  • Sharpe and regression alpha use a 0% risk-free rate.
  • Option selling can incur rapid and nonlinear losses, especially in gaps and volatility shocks. Hedging and stop-losses reduce but do not eliminate risk.
  • Sources: internal SDC/NAV workbook; Haksun Li strategy paper; FRED/SPDJI S&P 500 series; Reuters and Business Insider (Oct 1–2, 2026); Cboe Q1 and March 2026 options volume reports.
Talk to the portfolio manager

Track record, due-diligence pack and capacity questions go straight to the manager.

haksun.li@nm.dev

Confidential. For discussion only. Not an offer or solicitation. Past performance does not guarantee future results.